{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import libraries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:22:04.274800Z",
     "start_time": "2020-07-02T18:22:03.021901Z"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "\n",
    "from porousmedialab.column import Column"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Setting up the properties of time-space and create the domain:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:22:04.279988Z",
     "start_time": "2020-07-02T18:22:04.277072Z"
    }
   },
   "outputs": [],
   "source": [
    "t = 27 / 365\n",
    "dx = 0.2\n",
    "L = 40\n",
    "phi = 0.8\n",
    "dt = 1e-4\n",
    "ftc = Column(L, dx, t, dt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### To make things interesting lets create not simple inital conditions for iron:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:22:04.285783Z",
     "start_time": "2020-07-02T18:22:04.282063Z"
    }
   },
   "outputs": [],
   "source": [
    "x = np.linspace(0, L, int(L / dx) + 1)\n",
    "Fe3_init = np.zeros(x.size)\n",
    "Fe3_init[x > 5] = 75\n",
    "Fe3_init[x > 15] = 0\n",
    "Fe3_init[x > 25] = 75\n",
    "Fe3_init[x > 35] = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Adding species with names, diffusion coefficients, initial concentrations and boundary top and bottom conditions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:22:04.308899Z",
     "start_time": "2020-07-02T18:22:04.287732Z"
    }
   },
   "outputs": [],
   "source": [
    "ftc.add_species(theta=phi, name='O2', D=368, init_conc=0, bc_top_value=0.231, bc_top_type='dirichlet', bc_bot_value=0, bc_bot_type='flux')\n",
    "ftc.add_species(theta=phi, name='TIC', D=320, init_conc=0, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "ftc.add_species(theta=phi, name='Fe2', D=127, init_conc=0, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "\n",
    "ftc.add_species(theta=1-phi, name='OM', D=1e-18, init_conc=15, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "ftc.add_species(theta=1-phi, name='FeOH3', D=1e-18, init_conc=Fe3_init, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "\n",
    "ftc.add_species(theta=phi, name='CO2g', D=320, init_conc=0, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "ftc.henry_equilibrium('TIC', 'CO2g', 0.2*0.83)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Specify the constants used in the rates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:22:04.313299Z",
     "start_time": "2020-07-02T18:22:04.310268Z"
    }
   },
   "outputs": [],
   "source": [
    "ftc.constants['k_OM'] = 1\n",
    "ftc.constants['Km_O2'] = 1e-3\n",
    "ftc.constants['Km_FeOH3'] = 2\n",
    "ftc.constants['k8'] = 1.4e+5\n",
    "ftc.constants['Q10'] = 4  ### added\n",
    "ftc.constants['CF'] = (1-phi)/phi  ### conversion factor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simulate Temperature with thermal diffusivity coefficient 281000 and init and boundary temperature 5C:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:22:04.320357Z",
     "start_time": "2020-07-02T18:22:04.314902Z"
    }
   },
   "outputs": [],
   "source": [
    "ftc.add_species(theta=0.99, name='Temperature', D=281000, init_conc=5, bc_top_value=5., bc_top_type='constant', bc_bot_value=0, bc_bot_type='flux')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Add Q10 factor:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:22:04.324939Z",
     "start_time": "2020-07-02T18:22:04.322066Z"
    }
   },
   "outputs": [],
   "source": [
    "ftc.rates['R1'] = 'Q10**((Temperature-5)/10) * k_OM * OM * O2 / (Km_O2 + O2)'\n",
    "ftc.rates['R2'] = 'Q10**((Temperature-5)/10) * k_OM * OM * FeOH3 / (Km_FeOH3 + FeOH3) * Km_O2 / (Km_O2 + O2)'\n",
    "ftc.rates['R8'] = 'k8 * O2 * Fe2'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ODEs for specific species:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:22:04.331077Z",
     "start_time": "2020-07-02T18:22:04.328191Z"
    }
   },
   "outputs": [],
   "source": [
    "ftc.dcdt['OM'] = '-R1-R2'\n",
    "ftc.dcdt['O2'] = '-R1-R8'\n",
    "ftc.dcdt['FeOH3'] = '-4*R2+R8/CF'\n",
    "ftc.dcdt['Fe2'] = '-R8+4*R2*CF'\n",
    "ftc.dcdt['TIC'] = 'R1+R2*CF'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Because we are changing the boundary conditions for temperature and Oxygen (when T < 0 => no oxygen at the top), then we need to have a time loop:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:22:04.336004Z",
     "start_time": "2020-07-02T18:22:04.333455Z"
    }
   },
   "outputs": [],
   "source": [
    "# %pdb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:24:37.176106Z",
     "start_time": "2020-07-02T18:22:04.337676Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boundary conditions changed for O2 at time 9.996297667530544e-05\n",
      "Boundary conditions changed for CO2g at time 9.996297667530544e-05\n",
      "Boundary conditions changed for O2 at time 0.019192891521658643\n",
      "Boundary conditions changed for CO2g at time 0.019192891521658643\n",
      "Boundary conditions changed for O2 at time 0.03838578304331729\n",
      "Boundary conditions changed for CO2g at time 0.03838578304331729\n",
      "Boundary conditions changed for O2 at time 0.05757867456497593\n",
      "Boundary conditions changed for CO2g at time 0.05757867456497593\n"
     ]
    }
   ],
   "source": [
    "for i in range(1, len(ftc.time)):\n",
    "    day_of_bi_week = (ftc.time[i]*365) % 14\n",
    "\n",
    "    if day_of_bi_week < 7:\n",
    "        ftc.Temperature.bc_top_value = 5  + 5 * np.sin(np.pi * 2 * ftc.time[i] * 365)\n",
    "    else:\n",
    "        ftc.Temperature.bc_top_value = -10  + 5 * np.sin(np.pi * 2 * ftc.time[i] * 365)\n",
    "        \n",
    "    # when T < 0 => 0 flux of oxygen and CO2 at the top:\n",
    "    if ftc.Temperature.bc_top_value < 0:\n",
    "        ftc.change_boundary_conditions('O2', i, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "        ftc.change_boundary_conditions('CO2g', i, bc_top_value=0, bc_top_type='flux', bc_bot_value=0, bc_bot_type='flux')\n",
    "    else:\n",
    "        ftc.change_boundary_conditions('O2', i, bc_top_value=0.231, bc_top_type='constant', bc_bot_value=0, bc_bot_type='flux')\n",
    "        ftc.change_boundary_conditions('CO2g', i, bc_top_value=0, bc_top_type='constant', bc_bot_value=0, bc_bot_type='flux')\n",
    "        \n",
    "    # Integrate one timestep:\n",
    "    ftc.integrate_one_timestep(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What we did with temperature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:24:37.453037Z",
     "start_time": "2020-07-02T18:24:37.177440Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2c2208a50>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ftc.plot_depths(\"Temperature\",[0,1,3,7,10,40])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Concentrations of different species during the whole period of simulation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:24:39.636098Z",
     "start_time": "2020-07-02T18:24:37.454379Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ftc.plot_contourplots()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The rates of consumption and production of species:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:24:57.081704Z",
     "start_time": "2020-07-02T18:24:39.637475Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ftc.reconstruct_rates()\n",
    "ftc.plot_contourplots_of_rates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:24:59.186381Z",
     "start_time": "2020-07-02T18:24:57.083511Z"
    },
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GVJYokNJjuKuL5BZcHkS6d++O7777DoB++nHjB6MIqQ1Rk1AEdwrFwwE+6Bvsh+BOoQAAgfIOBMo7dQ4mpGFa889Y3Lt0Fcqbt3H2o93oOul5VxfJLbj8ln/IkCE4efIkxowZA8YYUlNTXV0k4kDOroUAAJq3RfPhT2FwgH4ixODoftApS4C83yBsEgrmHwKdTD95JhNLnV8+4nEMtZDvFuif4i/Ku87XRhb8/H8uLp1ruTyICAQCLFu2zNXFIF5EJwsG91BvNG0SCqYsgerKeRRf/BMAIA9tAp+IjhCGRYJJpGBiKZjEj4IJsWrNP2MRFt0Dypu3+W1nP9qNnm+84sJSuQeXBxFCHI2JHwQH4U39xIvqEv2kiAoUQlWihPTv6xA1DeNrJob05vIi9jNuMvT077BqLcSgKO86KkupNkJBhHgtJpYCPjKTbeqSMigLCnEv9ypkoX8iMDICoqZhEPj5Q9C4BZhEarI/p9IHH3MBxuzxGhhb+pc4dblHfzfmaiEGZz/cg55vTHR+odwIBRHi1ZhECkmbTggBUH7jFpQFt6EqMVz4CqEsKITEPwey0BBIWzSDqGkYAEDg5w8OACe7v5bK/WBkCDLmLoqGgKNP52f2PVuCkatU/Uw1BQjjz2s2Pzf+rLayVAsxKMq71uBrIxRESL1xSae60XHFTKPvHwmXwqdxCwgunIaqtAwo0KdTlZSjsqQSQBFUpUooC25DFnoLACAJMK3BCGVyCGQB+v/uBxhzqgadapR3TV4a13wAgFNVv3BXTWNrOnNprOVprbZg74g2Qy2uaiBx1TlRW8XFxfyILEsaem3Es35R4jHc4WKh5kQQG/WPiNso0QiAxN8PyoLbUBTcRkVJJXwDfKAqKYfEX6YPMgBUpWVQl5RBVfrgGSaJvwziAD9I/P0gCZBBKJNDq1RUO65Qpn94ViAzvyKkTlnCv28ujeF9Y1XTmUtjLZ1xeuM0hr+rBkbOQtktqlJTM2YIToZzolLrvk/UV1VUVIRLnx21nibvGkRSH2i1WqsrX3or1/9LJybM3fExsbTWzzbY2hZdm/wt5e0OAcSAr5WIpdA1DofYR4bAJqGQXjkPccCfkAQUQuKvvwCKA6o3vzxo+rr/ulQJ9f30EgCqEn0Nxvh9AJCFNuGDDe6n079fxnfyGwISAJOgpCgorFYO47xszc+QzjiNOYbPXXVf4EFABKwEH1kAUKmsVvsyjHozFzwqNPYFEl+Rc6dLMSbSqCEVWj8+U6sb7BLA7vOv3YvV5gJt3IZedf+a2qIt5WNrWnNsbd92pwBiTM2JIJYFg0n8IJBI4SMLQHDTMAT+fd1seq1SAQUKISmV6mspAaYB07jGov///Yv6/aAj8a/+XZqr3ahLyh5cxKG/6Btf8A1p1fdrSYYLvXFgUJUq9WUslUJ9v7ZkSGtIpyio3hyjb8p7wCfAR1+OAKlJYH0QXBR8s55OWWKxpmU8bFrNifjgYW/gMFaXfd3Jb7/9hrfffhvbt2/nt6WmpiIiIgIvvvgiv+3u3bsYM2YMPv/8c/j4+JjkcenSJSxcuBCMMXTs2BELFy50aQ3IPf/FexB7A4SlzteqF3Br+Rq/Z63dW38Maa3KWa2T1Uz7tjF3DR7GDM1b2qAwCMRSCPxD4BNmfoYEdvcGxE0LIA/9i7/rNzDUGgSyAEj+/gsqfyXEpX7V7vYl/n6QtmjGN3kZAo4lQpkcKFFCHFA9L0N+Vftq1CVl1WpLVdOqS8ogCZDy6QzBo6KkEpUlKvgESPjXvvcDSdXAaQgkBnzfkCwA8JFVe+bGE5uu6tsHH3yAzz77DFKp/nu9e/cukpOTceXKFUyePJlPd/z4caSnp+P2bfP9MO+88w7mzJmDnj17Yu7cuTh69CiGDBnilM9gjvv/y3dj9lyYzd3lm91WtdZRZby94bVJ8Kg0vciZ7G/pPQsdv1WDjqUmK+Pt7hxAjC9iPkLuQfOWLFj/GY2+BsNn4tTl4GSNIWreFuLS25Aa+hXKSgEAwiah/PcnbqOET2EBdMoS6JQl0CoV+udQ7o/0Evg9WHNc3LQA6r8fBCXDRV4ok/NpRU3DoPn7Op+PuPRBU5O0RTNI2nSCrqwUPgA0f19H+Y1bJs1RhgBnyM+nrBTSFvp0hiBmqA353B9YYKiBGJiriRgHToEsgP8OzD2waSmAuKJJynzPUf3Yv38/du7cyb+Oi4tDXFwc/7pVq1ZYv349kpOTAQBKpRIzZ87kp30yEAgE2LJlC0aPHm32OOvXr4dQKIRKpUJhYSGCg4Pr4dPYzn3/9bsJRz80ZWt+hiBRtaOyWv+IUZBgFjpbzVKWmHae3r8oWjpu1TIYeEoAMbz2ud+2reZEgMQfYqap/hkk/vx7ArEUuL/EuuESqDW6YHLqcgj8QyA0fG93b0AKgGvcAjpZY+gkfvzNgiEo+RQW8MHFcCdvSCtQ3oFPWCSfjyFwCfz8geZt9b///eP6hEVCcveGSRrj/BgAgZl0VQNeVcbBzWREmtHIM2vBw8Cnhn4ETyETCcFE1puLRByHmJgYxMZant33qaeewvXrD5pPw8PDER4eXi2I9O3b1+qxhEIhCgoK8Morr0AulyMiIsKGT1F/3PcK4KXMdZIbmok4VRn/vrngUfVvTlWuv/ibqW0YLhhVGd8Zs6qBhC9P9WchDGX0lAACPLiIWWtSsXTXbKi1iGXV7/JMPrfEH2LjGqJMH3F0Ej+oJP4P0tyfVdfQjGb4HnVVLsKGvAz5GAIGE0uhkwXr09zPy5BOYFRrrJYf01RLJ8D9c6dSCT9Uv/kwd3PBJFLo7ufrieeCtwkNDcWRI0ewe/durFq1CqtXr3ZZWeiXrwF/UTdTa6hp1JTx3SozuiNlVf4x8unvpzHO11JaExIpOFU5f6fMlCUmwcIccxcK/XFMA4g3XDBsuSO2lMaWz2q4+APVh7NWzadqUDKXzjAs2VJZjEecVT1XasqPP1/v/+ScqoyvaRkYh1Pj885amYjzTJ8+HXPnzkWbNm0gk8kgELh2MnY6A2xgrdnJUiCpWnMwBBLAtJPaat41/AOuGpg4QzAxBAUb+kOqTvNR03HpomGerd+LcU3C0j7Gaazlb0hnKXCZy6/q71nbJlo6D5zr0qVL2LFjB5YsWYJp06Zh7ty5EIvFkEqlSElJcWnZOOZhg5tzcn73+JUNa+q0NqSpzTMexp31lmpJlgJSTWkAuni4K7N9OxbS1ZUnnQPXrl5Bp06dar3/lStXcDRmCsryrllN1/nt+ej/yksNckG9hveJ3YAtwcGeO0SLI6hsfLbDkyfHI3r21ISA2gUTTwoexHnorPAy9RkQ6CLiPcw1mVlLS4gldHYQ0kDVVCuh4EFsQWeJG7D1rtCeu0dCbEXBwjq5SACx2PoIKBHnHc/E1IZrx4YRQgjxaC69BWGMoX///mjTpg0AoFu3bkhISHBlkVyGaiOEEE/k0iCSn5+PqKgobNq0yZXF8AjU5EAIcUcuvTLl5OTg1q1bGD9+PHx9fTFv3jy0bdvWlUUihBATcpEQvmLrc2cJG3DHgNOCyO7du7F161aTbYsWLcK0adMwbNgwnD59GklJSdi7d6/VfCo0wA83K1Gq0gIAWsh9IL3f6WU8S2iFhqFcrcMNRSX8JfoToIlMUi0NAJSrdVCoNChVaW3OTy4RQSoWVJuZtELDUKhUAYBJfpaOa2t+pfcfIqyan49Tz16dE4/lOJVaHf+dV/1+fYQCVGr1n+teuRYKlabab2GcxnAeKFT6JsWq55RB1XSWfl/DMQ3M5Vf1fLF0jhrSGs6/qvk591whDYXTgkhsbGy1GS7Ly8v5xVQee+wx3Lp1C4wxcFZGOtxWqrDxp0soKCiBqlyDiPaN0TU8CIF+YgT4iCD30X+k8zdLceJCIUrulcPHVwwfqQgPhwfhkdAANPf3hUKlwV8lFSguU+PqnTJculaM0nvliGjfGP0faoIAH9Ov5tq9cvx2rQgFBSUIaCSFv58YXcODEN5Iiub+vgCAm6UVOFdQgqt3lLh9pxyVFWqEhgaga3gQOjXXz2WlqNRUy8/HV4z24YFoHeyH8EZSyH1EkEtEfH6/XytCZbl+v5BgKZ+fXCLiAySx7IaiEudv6iekNP69AMBfIkSpSouLtxU4e60YRWUqBPlJECgVo3WIHyJD5PCXCHFDUQlFpQbX7pXj6p0yXLutn1LGcE7Jq5wv2Xl3+d8tJFiK1sEytA7xQ8sAX8gl+rQXbytw9XYZrt5RorRMjcpyDdqHByK6fTCfn/H5YjifDeeU4Zw3fB7DZ7h2W8mfL+3DA9ElPJD/HMYM5fBmtj1uS+rCpbcmGzZs4Gsnubm5aNmypdUAUpVEWj//CIrL1HXOw6eeykacz1DrdSdFFs7RQKnY4j7u+DmI53PplW7atGlISkrCsWPHIBQKsXLlSlcWx25FZWqEN6rdE+KBfpb/sRPHc/b3HVQPx/P3E6Pknv1LLVtiaLoj1klkIgj9JVbTCBpwU6FLz6DAwEBkZGS4sggewd9PzDdPEMdx16bAkkpNteYxe/lIRTadMxRISF15dfj09xPDx9f2O8LaNI+VVDr24u7o/EjdGHd6OyS/+7+vo/MlxFUa5C2IuX/APlIRKivq3hcS5CfG1Tt1zqYaW+8siWsoHFB7cBWqjVgnkUmgq7IOfVUCkVffj1tFZ049CPKToNRMx6fCQi2DOuGdx9qF3lqndG1UbYYsLlNXG/XnCJaCAJ1X7kOtVmPu3LkoKCiAQCDA8uXLwRjDwoULwRhDx44dsXDhQn60qsGoUaPg768f2RkWFuaW/cZ0ljmALXdylgIIIe6AaiP169ixY9BoNMjMzMTJkyexdu1aaLVazJkzBz179sTcuXNx9OhRDBkyhN+nsrISALB9+3ZXFdsmDa4O5k59DkF+lkd8GJrc6mOUD3G+4vK6N5XWpD5qOcQxIiIioNVqodPpoFAoIBKJsH79evTs2RMqlQqFhYUIDg422Sc3Nxfl5eWYNGkSJkyYgDNnzrio9NbRWecgZvtZbOjUt6fj35xSldZtRxm5kwAfkdUbCHsuwIFSMawvllp/bDlf/P3E1ZpTbaotU23ELIlcDBZQ0xBfDvv378fOnTv5bXFxcYiLiwMA+Pn5oaCgAMOGDcO9e/ewadMmCIVCFBQU4JVXXoFcLkdERIRJnr6+vpg8eTJiY2Nx5coVTJ06FYcOHXK7JXjdqzRupKRSY/bCUteLPnEdR9ypB/qJLT7oZ44t/RKW+tCIZ4mJiak2K4fBxx9/jOjoaCQkJODGjRt4+eWX8fnnnyM0NBRHjhzB7t27sWrVKqxevZrfJyIiAq1btwbHcYiIiEBQUBAKCwvRokULZ30kmzS45ixvQX0stquPu2t/M82Mjv5NXPEb09Dj+hEQEMB3kAcGBkKj0WD69Om4cuUKAEAmk0EgML0c79mzB6tWrQIA3Lp1CwqFAk2aNHFquW3hFTWRojJ1g3oCvC5PyhPvUV+jvYjjTZw4EfPnz8fYsWOhVqsxe/ZshIaGYu7cuRCLxZBKpUhJSQEAJCcn44033sDzzz+PefPm4cUXXwTHcUhNTXW7pizAS4KIswT5SXD7juOmnajK3mBIbdiOFeQnrlUHuKWmz/o8Zn2i88qURCYBV8NzIroanhORyWRYt25dte2ZmZnVtqWlpfF/p6en21hK1/HY5ixH9k04+vkAR7M2iot4J3ubsqgZiriKxwaRqhwx864jmWszryt6eMx71cf5Yo6tM/lSUCK28pogYgvjZgPqmG5YbJ2SxBm10tpeoKlGStyRV9/aOrIPI9BPDNTDnFjmmJuHydzYf2IfZwcSVw7ddcT5Qn0jehK5BIIK630ilR42d1ZRUVGNaQQCAQICAmpM55VniHEtoyFMXEgPHNqPvi/SkEVHR6NZs2ZgjFlMo9Pp8O2339aYl1cFEUesw1AfaEiue/OXCHHT1YVwEHOzSBeXqdEywJdqFoTXvn17HDhwwGqaUaNG2ZSXZ9XBasmWDmnjjk17nkg2x57mEOosd66GcBGtqe/EnmVyqYPdO/Xu3bvGNLt27bIpL+//F+UhispUtWqLp7tLx6hNDdZZI6qIa4llPhCqrLckqAh1mRsAACAASURBVDxsedxTp07VmMbHx3o/kIFnfXIHsXVklrkJ+2pbc6jv2YPtubsk5nnirAfOmJWaaiPEGqffwn755Zc4dOgQ/yTmmTNnsGLFCgiFQkRHRyM+Pt7ZReLR5IrEFvW5eqWtaYrL1bRMAKm13NxcDBo0CJGRkfx/HTp0QNu2bSEW23deObUmkpKSgvT0dOh0On7b4sWLkZ6ejp07d+K3335DTk6OzfmZu+i78vkPd1qrhJhydJOfI5/ZcPcZE4j3eeihh7Bz506MGzcOQUFBOHnyJObNm4fevXtjxIgRduXl1JpI9+7dMXjwYL7DRqFQQKVSoVWrVgD0w86ys7MRFRXlzGLVmr1zHtVljiXiHEF2TvVeH8xNrOio55QMfWj2DgtvyH1vYpkUIo3MahqByPOGjDdr1gzNmjVDdHQ0v40xhqtXr9qVT72cFbt378bWrVtNtqWmpmL48OEmHToKhQJyuZx/LZPJcO2aq5b7cT5zixvZMzOruYcSSXX+EiFKVVqnXgQNF3136Xync4UYGzx4MBhj4DjOZDvHcWjTpo1dedXLWRUbG2txcRZjcrkcSqWSf61UKm16QrIqV7YPG8bgm0PDdwkh7ujvv//Gc889hzZt2qBfv37o169frdcqcelVTi6XQywWIz8/H+Hh4Thx4oRLO9aNFbvRGiWBUjGKylQm24ybxhpyUwNxHjrPvMeyZcsAAJcvX8bx48cxd+5cKBQK9OrVC/369UP37t0hFNrWROfyM2Lp0qVITEyEVqtFdHQ0unbt6uoi2Y2aCrxPfdVs3XVWBWKZSOYLMfOzmoaz8YLrbtq1a4d27dph4sSJqKiowKlTp3Do0CGsXLkS+/btsykPp5/NvXr1Qq9evfjX3bp1Q1ZWVr0dr+pEdLQaHKmJtQAS4CMyu+yAJw2aoBqFa4waNYpfIjcsLAwDBw5EWloav2b6zJkz8fjjj/Ppy8rKsGTJEly/fh1qtRoLFy5Ely5d6q18vr6+kMlk0Ol0NgcQwA1qIq4WaMdoHHMd4QY0tTxpCCgA1U5lZSUAYPv27fy2d999F0lJSXjqqafM7vPhhx+iQ4cOSEtLQ25uLnJzc+sliJw/fx6ff/45Dh06hODgYOTl5WHx4sU27+/xZ0Npmdol6yw46rg0xbv7sFTLqC1zfVm2qo+aDTW7uk5ubi7Ky8sxadIkaDQazJkzBzk5OTh//jy2bt2KLl26IDEx0WQN9RMnTmDYsGGYPHkyZDKZXRf2mvz555/44osv8N///hd+fn4YOnQotm3bhrCwMAwaNMiuvDz2jHLVFO+2XvQdvZaEK9em8Db2TgPvqdN+uMvwYk8nlvlCwlnvExGIhNi/fz927tzJb4uLi0NcXBwAfVPR5MmTERsbiytXrmDq1KmIi4vD0KFDERYWhsWLFyMzMxPjxo3j97937x5KSkrw4Ycf4sCBA1i9erXJ+ut1MWzYMDzyyCN47733EBkZafJe1WG/NfHYIFJVkRuNpnImuru0jeFZEVeydo7acpNgrTm1ajr98WpXC6oJNWmZFxMTY/HRhoiICLRu3RocxyEiIgJBQUEYMWIE3x/yxBNP4PDhwyb7BAUF8bWCgQMHIiMjw2FlXb9+Pb744gtMmjQJffr0wbBhw9CvXz+7pzwBGugEjO7K3ifgieM560bEEX1orn6ynthuz549WLVqFQDg1q1bKC0tRWxsLG7e1K9kY26mjh49euDYsWMAgJ9++gnt27d3WHmGDBmCtWvX4siRI+jXrx927dqFAQMGYN68eVAoFHblRbcTTmaurdtcs4O5i0xNzRO0wmHN6uP7cfUzRVQbdX/PP/885s2bhxdffBEcx2HlypUoKytDfHw8fH190a5dO7zwwgsoKirCggULsGHDBrz66qtYsGAB4uLiIBKJsHr1aoeXy8/PDyNHjsTIkSNRVFSEQ4cO4fr163bl4dVnnrWOTZosseHxhgBL/RzOJ5ZJIRFZv15wNawnIpFI+JnLjRnPWwXom7A2bNhQ7W9nCAoKwpgxYzBmzBi79vPI5ixXjMYixNnsvdFx5o2Rpw42IHoxMTEOSQN4eU3EHvaMfqJhuaQuw3ddiZq+CKCf7uSZZ56xmqa0tNSmvBrE2VT1ol/1ji3IT+zQTm1z+dV3uzmNmKkbuUTktAdG6cFU4moHDx6sMY3HzJ3lqdypbZruLgmpPwKpH4QiZjUNJ/Ssf3+hoaEOy8sj+0SIHg0OcK2G3jdH/SIE8LIg4sgpK1yJgoN7s9Ys6aqmKmoiI3VVXFxcq/08qw7WwFAwcY1AP7HTbkjsmQC0LjxplmHiXD/++COWLVsGrVaLoUOHomXLljYtKmjgVTURQtyNLU1ehqnn3amfjTwgkMohkAVY/c9T1xMBgHXr1mHHjh0ICQnB9OnTTeb/soVXBBFrQy0bers1sZ2jBidUbVqic5C4M4FAgKCgIHAcBx8fH8hkMvv2r6dyeTRHDfelO0vPQ00+9qHOdc/XqlUrpKeno6ioCBkZGWjZsqVd+1MQsZOj7yprm5+3DCIghLjW0qVL0bJlS/To0QNSqRTLly+3a3+67SKkgVFU0oOp9uCkMghYDa0KHvaciDGRSIQXX3yx1vs7vSby5ZdfIiEhgX995MgRDB48GOPHj8f48ePx448/2pyXj9T8D+eIUU1FZWoUl6ltyotGURFXoRopqat+/fohKioK0dHRePjhh9G9e3c8+eSTOHnypE37OzV8pqSk4MSJE+jUqRO/LScnx+o6w4QQQupPz549ER8fj7Zt2yI/Px8bNmzAv/71LyQlJaFv37417u/UINK9e3cMHjwYu3bt4rfVtM5wVSIBh0CpCAiRoahMhSA/CQKlYgT5ifmHwMx1jhrSBfqJzb7fGvrlL43zMqQzjNppHeKHq7fL+H2q5mecr7X8DGmN8zOsRmdIJzfK0/DcQqBUPyeXufLJJSL4S4TUTOFA/Pdr5js1/HbGv0XV0V1Vz5cgC+kA0/PF3LlnyM9YkJ8Y4Y2k1fIzPl8Mr83lR+cKAYCbN2+ibdu2APSd7Ddu3EDr1q1dO3fW7t27sXXrVpNtqampGD58OE6dOmWyvW/fvhg8eLDFdYarau4vRtojreuj2KRB89xx/sSyPPsW6TNLIJVBAB+raTgPPn+aNGmCt99+G48++ih+/fVXhISE4OTJkzYvlVsvQSQ2NtbmJx5Hjx6NgIAAAObXGSaEEE+nVqsxf/58FBQUQKVSYcaMGfjvf/+L27dvAwAKCgrQtWtXvPvuu/w+paWlmD17NsrLyyEWi7FmzRo0adLE4WVLS0vDrl27cPz4cXTo0AGzZs1CTk4O3nnnHZv2d2l9ljGGkSNHIjMzE82bNze7zjAhhHi6zz77DEFBQVizZg3u3buHmJgYfPvttwD0c1ZNmDAB8+bNM9ln3759iIyMRHJyMrKysvDhhx9i7ty5Di/bwYMHsXPnTlRWVuK7777DRx99hK+//trm/V0aRDiOQ0pKSrV1hgkhxNPs37/fZMqQuLg4xMXFAQCGDh1qMnjIuL9h/fr1GDduHJo2bWqSX2RkJPLy8gAACoXCal9xXXzwwQfYtGkTWrRoUav9nR5EevXqhV69evGvo6Ojq60zTAgh7oKTysAJrK8ngnIRYmJiLDbjG6YSUSgUmDVrFt544w0AwJ07d5CdnV2tFgIAjRo1wsmTJzF8+HAUFxfjk08+qdsHsSA8PBytW9e+n9njhmcwcK4uAiGE2O3GjRv417/+hbFjx/JL0x46dAgjRowwOxJqw4YNmDJlCsaMGYPc3FzMnDkTn3/+ucPL5evriylTpqBTp07gOP31dc6cOTbv73FBBADUnL7YYkYP+RFC3N/t27cxadIkLFq0CH369OG3Z2dnY8aMGWb3CQgIgL+/PwAgODgYSqWyXso2YMCAOu3vkUGEEEI8yaZNm1BSUoL3338f77//PgB9X8Sff/6J8PBwk7STJk3Cpk2b8Prrr2PBggX4z3/+A41GY/ecVraKiYkxea1W2zcLAscYq6Gxz738npODNhFtTbZRjYQQYk5e/nWTGTLsdeXKFYSo70Aqst6MfqmEoV1U13rr/K5PmZmZ2LJlCzQaDRhjEIvFdj1q4RWz+BqatwghhNgnKysL27dvR//+/bFy5Uq0a9fOrv29IogAFEgIIaQ2GjVqhKZNm0KpVKJXr152r7XuNUEEoEBCCCH28vf3x1dffQWO45CZmYm7d+/atb9XBRGAAgkhxLGY2BdMIrX6HwSeeylNSUlBaGgoEhIScPXqVSxdutSu/b3yiktDgAkhxDYHDx7Exx9/jIqKCjDGcOTIEc+Z9qS+UTAhhBDrdu7ciYyMjFpP7ujVQcSAggkhhJjXqFEjhIaG1nr/BhFEDNSciAIJIcQuTOQDJq7hUsmpnFMYBzJM9a5SqTB58mR07ty5/qY9ycrKwtatW/k2M47j7GozcycUSAghBIiIiDD5f23ZFEQyMzPr1Gbmbqh5ixDS0BmmOzlz5gzOnj2LCRMmICEhAZMmTbIrH5vGpRnazCQSCf+fN1BzIv4/QghpiFJSUvCPf/wDAPDGG28gNTXVrv2tXj0d1WbmCah2QggxR/+ciPUbZyZwwGLuLiISidC+fXsA+rVFBHY+82I1iFhqMzMEEm9EwYQQ0pC0bNkS77zzDrp164azZ89WW2GxJlZDTkxMDGJiYnDu3Dn+75iYGHz//fd1KrQnoCYuQkhDsHLlSjRu3BjHjh1D48aNsXLlSrv2t3ql/OSTT7Bx40YUFxfjyJEjAADGGF/18XZUKyGEeDsfHx9MnDix1vtbDSIvvfQSXnrpJWzatAnTp0+v9UEAoLS0FElJSVAoFFCr1Zg7dy4effRRnDlzBitWrIBQKER0dDTi4+PrdJz6ULVWQkGFkAZE5Asm9rGehrPej6DT6bBkyRJcuHABEokEKSkpJuuaZ2VlITMzEyKRCDNmzMDAgQMdUXKnsKnN5vnnn8eKFSvw559/okOHDpg+fToCAwPtOtCWLVvQu3dvTJw4EXl5eUhISMD+/fuxePFirF+/HuHh4Zg2bRpycnIQFRVVqw/jLFRDIYTY46uvvoJKpcKuXbtw5swZrFq1Chs3bgQAFBYWYvv27di7dy8qKysxduxY9O3b12NGwdrUDT979mxEREQgMTERYWFhSE5OtvtAEydOxJgxYwAAWq0WPj4+UCgUUKlUaNWqFTiOQ3R0NLKzs+3O21Wo34QQYouff/4Z/fr1AwB069YNv//+O//e2bNn8eijj0IikcDf3x+tWrVCbm6u08tYUVEBlcr+J+9tvgqOHTsWANCxY0ccOnTIatrdu3dj69atJttSU1PRpUsXFBYWIikpCfPnz4dCoYBcLufTyGQyXLt2zZ7yuxw9AU8IAYD9+/dj586d/Ou4uDjExcUBQLVrnVAohEajgUgkgkKhgL+/P/+eTCaDQlH/Q4avXbuGlStXIiQkBEOHDsWCBQsgEAjw1ltv2dWcZlMQadu2LT777DP06tULOTk5CAoKwp9//gnA/CPzsbGxiI2Nrbb9woULmDNnDpKTk/H4449DoVBAqVTy7yuVSgQEBNhceHdAAYQQ76bmhBDW0OrAwCEmJsbsdQ8A5HK5ybVOp9Px67FXfU+pVJoElfoyf/58zJw5EwUFBZg1axYOHz4MHx8fTJkyxfFBJC8vD3l5edi9eze/bdGiReA4Dtu2bbPpQJcuXcLrr7+OtWvXomPHjgD0X55YLEZ+fj7Cw8Nx4sQJt+xYt4QCCCHEFt27d8c333yD4cOH48yZM4iMjOTf69KlC9auXYvKykqoVCpcvnzZ5P36otFo8PjjjwMATp06heDgYADgg5utbEq9fft2lJaWoqCgAOHh4ZDJZHYWF0hPT4dKpcKKFSsA6APIxo0bsXTpUiQmJkKr1SI6Ohpdu3a1O29no+BBCLHHkCFDcPLkSYwZMwaMMaSmpmLLli1o1aoVnnjiCYwfPx5jx44FYwyzZ8+Gj08No8EcICIiAm+99RaWL1+OVatWAQAyMjIQEhJiVz4cY4zVlOjw4cPYuHEjtFothg4dCo7j8Nprr9Wu5HX0e04O2kS0dfpxKXAQ4nny8q+jU6dOtd7/ypUrkAcEwtfX12q6a1evoEOHDnbfxbuSTqfD0aNHMXjwYH7bp59+iqeeeqrGz2vMptFZW7ZsQVZWFoKCgvDaa6/hq6++sr/EHkrMNBRACGnA1DqGSq31/3Q13oq7n88++wwKhQIHDhzg/2OM1ThwqiqbwibHcZBIJOA4DhzHQSqV1qrQnoQCByHEm12+fJn/+4svvsDTTz8NwP65EW0KIj179kRCQgJu3bqFRYsW4ZFHHrHrIJ6GAgghxNslJCTwf585c8bktT1qDCK5ubkQCATIycnByJEjERAQgPHjx9fqYO6OggchpKpKDYNOaL29yhObs4zVZWZ2q30iBw8exPz58xEaGoqkpCQEBAQgKyvLq/pEDH0eFEAIIcR+Vmsi27Ztw44dO+Dn58dvi4mJwYwZM0x69D0RBQ1CSEM2Z84ccBwHxhguXbpk0pyVnp5ucz5Wg4hIJDIJIID++Q6hUGhncd0HBQ9CCAE/l2HVv+1lNYhYaifT6XS1PqArUQAhhNhLpWPQaa1f83TwvE4Rw9Pq169fx40bN9CiRQuEhYXZnY/VIFK1igPoF6UyHhrmCSh4EEKIKaVSiYSEBBQVFSE0NBRXrlxBcHAw3nnnHZPJImtiNYisXbvW7Pa6VH2ciYIHIYSYl56ejqFDh2LUqFH8tt27dyMtLQ3Lli2zOR+rQcRQ3fFEFEAIIcSy3NxcLFq0yGRbbGws9uzZY1c+njPRi40oeBBCHEmlZdBovO85EUvzfNk7cMqmubM8BQUQQgixTVBQEM6dO2ey7dy5c3Yvfe41NREKIIQQYrvk5GTMmDEDvXr1Qnh4OK5fv47s7Gx+7XdbeUVNhAIIIYTYJywsDHv27EHPnj2h0WjQtWtXZGZmIjw83K58PL4mQgGEEFKfKjU6ADU8G+eZj87Bx8cHjRo1wvr166HVanH58mW0bNnS4jK/5nh0EKEAQgjxVKWlpUhKSoJCoYBarcbcuXPx6KOPmkxwm5eXh5iYGCQmJvLb/vrrLyQnJ4MxhsDAQKSnp9dpeY5169Zhx44dmDlzJqZPn44XX3zRriDikc1ZNGEiIcTTbdmyBb1798aOHTuwcuVK/tmM7du3Y/v27UhNTUWzZs0wY8YMk/0+/vhjDBs2DJ988gk6dOhg95DcqgQCAYKCgsBxHHx8fOxe/tzjaiKcB04vQAghVU2cOBESiQQAoNVqq62rvmLFCiQlJVW7qHfq1Ak3b94EACgUCjRv3rxO5WjVqhXS09NRVFSEjIwMtGzZ0q79PS6IEEKIM5WptdDprLd8+DKG/fv3Y+fOnfy2uLg4xMXFAdA/Cb5161aTfVJTU9GlSxcUFhYiKSkJ8+fP59/Lzc2FUqlEnz59qh2refPmSE9Px3//+1+oVCrEx8fX5eNh6dKl2L17N3r06AGpVIrly5fbtT/HGHPKrb2l9r8jR44gLS0NLVq0AADMnDnT6pPyOTm/o32b1s4oMiHEw+XlX0enTp1qvf+VK1dwTSWBTiixms5XcQs9oh6y+ACfJRcuXMCcOXOQnJyMAQMG8NvT0tLQsWNHjBw5sto+MTExmDNnDvr164dvv/0W//nPf5CRkWHXcQHg/fffx2uvvQYA+Pvvv9G0aVO78wCc2Cdiqf0vJycHSUlJfDugJ0+1Qgghtrp06RJef/11pKenmwQQAPjhhx/Qr18/s/sFBATA398fANC0aVOUlJTU6vg//PAD/7dxx729nNacZan9LycnB+fPn8fWrVvRpUsXJCYm2h3NCSHE06Snp0OlUmHFihUA9Gs1GR70KywsRKNGjfi0RUVFWLBgATZs2ICFCxdi2bJl0Ol0YIxVm//KVsaNUHVpkKqXq7U97X99+/bF4MGDERYWhsWLFyMzMxPjxo2zmHdRhRb7L5VAUfmgjbKkUoMAHxHkPpY/jnF6Qzq55EF6hUpjNp1xGnPpjI9pLT9zxzROZ0hbUzpL+flLhJBLRJCKPXLAnVspV+tMfhdLSlVaAPrfxvh3MH7P8L6xqr+tPenMlcvedIZzBYDXny+1Xzn8AaVaC41WazWNuBaTZ1l7Mvz48eMmr4OCgrBhwwYAQPv27bFt2za7j1eV8XpRdVljvV6CSGxsrNlxxsbtf4Zmq9GjRyMgIAAA8MQTT+Dw4cNW81ZUanHowi0AQFGZyuS9ID8JAqXiavsUl6tNXhvSBPk9SFtUpq6WNlAqNkljnNaQzlxe5tIZ5xfoJ0bx/eNVPa6t+RmnC/QT80FULhHxFzJiv1KVFgqVxuRmwsAQuBWVGpRUavjf0CDQzG9W9XcGHvy2xumLy9T871v1t7WUlyGt8bliSG8pP0OaAB8Rmvv71su5YilIuoJfzUkarJycHIwZM4ZfHtfwN8dxyMzMtDkfp/3ahva/tWvXomPHjgD0VaiRI0ciMzMTzZs3R3Z2NqKiopxVJEIskvuIzAaS+mbuJoiQ+vDZZ585JB+nBRFL7X8pKSmIj4+Hr68v2rVrhxdeeMFhxwzyE6OoTH8nVrU24krFVe5Ki8rcp2yEkIYhNDTUIfk4LYhYav+Ljo5GdHS0XXkZgkKQn6Rak1ZDYdxMQRxLLhHZ1CfiDUpVWmr+rEGZWgsVZ/18CHTOkxJuybt71QixE11QSUNRWlrqkHwoiBDixqp23jtSQ6ltEfOmT58OAFi8eHGd8nGfYRSEeBjjUXaEeBpfX1+MHj0aV69exYULFwDAvUdneSvqmyDEu5WptKio4YkTrcDz+kQ++OAD/P3331i0aFGdaiPUnEUIIQ2QQCBA8+bNkZGRAZlMhjt37kAqldo9aouCCCEOQk1bxBMdPHgQcXFx2LRpE+Li4vDpp5/atT81Z3khGrZJCLHVxx9/jH379kEmk0GhUODll1/Gs88+a/P+FEQcpKhMbXaqElu52wORhBA9pUoLZQ1dHhofz+sTMeA4jl/4Si6XV1scqyYURLxAcZkaAVYmnySuQyO4iLtr1aoVVq1ahcceewynT59Gq1at7Nqf+kQIIaQBS01NRXh4OL7//nuEh4fbvbJhg7x9dedhue5cNkKI9xGJRHjppZdqv78Dy0IIqSe1bRKjG5K6U1RoUKLVWU2jEVl/35tRECGEOIw7rSXi7hhj6N+/P9q0aQMA6NatGxISErBlyxbs2bMHjRs3BgAsXboUbdu25fe7c+cOFixYgJKSEmi1WqSlpdndj2FOcXExAgMD7d6PfnFCCHGB/Px8REVFYdOmTSbbc3JysHr1ajz88MNm91uzZg2eeeYZDB8+HD/88APy8vLqFER+/PFHLFu2DFqtFkOHDkXLli3NLipoidd3rNdl2C0h3oTWrXEvOTk5uHXrFsaPH4+pU6ciLy+P356RkYEXX3wRmzdvrrbfL7/8glu3bmHixIn4/PPP+VVia2vdunXYsWMHQkJCMH36dOzcudOu/akmQkgtBPiIUOKClQ+J85VUqFGktn6/rZEz7N+/3+QCHBcXh7i4OADA7t27sXXrVpN9Fi1ahGnTpmHYsGE4ffo0kpKSsHfvXjz99NMYO3Ys5HI54uPj8c0332DgwIH8fgUFBQgICMDHH3+MDRs24IMPPsDrr79e688nEAgQFBQEjuPg4+PDPzNiKwoihBDiADExMRabgWJjY6u9V15eDqFQP7PEY489hlu3boExhpdffhn+/v4AgAEDBuB///ufSRAJCgrCoEGDAACDBg3Cu+++W6dyt2rVCunp6SgqKkJGRgZatmxp1/5e35xlL3cZzWJv0wPdFRPiWTZs2MDXTnJzc9GyZUsoFAqMGDECSqUSjDGcOnWqWt9Ijx49cOzYMQDATz/9hPbt29epHEuXLkXLli3Ro0cPSKVSpKSk2LU/1UQIsUDuI4LChcG5rlPpEPc2bdo0JCUl4dixYxAKhVi5ciX8/f0xe/ZsTJgwARKJBH369MGAAQNw6dIl7NixA0uWLMGbb76JBQsWIDMzE3K5HOnp6XUqR0ZGBl577TX+dXp6OhISEmze32lBpKysDAkJCSguLoZUKsWaNWvQuHFjnDlzBitWrIBQKER0dDTi4+OdVaQ6sXWuK5oTizhakJ+YOsmdSFGpQXGl9fVENFr7584KDAxERkZGte2jRo3CqFGjTLa1b98eS5YsAQCEhoZiy5Ytdh+vqt27d2PPnj24fPkyvvvuOwCAVquFRqNxzyCSlZWFqKgoxMfHY9++fXj//fexYMECLF68GOvXr0d4eDimTZuGnJwcREVFOatYNaK7QUKIN3r22WfRp08fbN68GTNmzABjDAKBgO+PsZXTgsjEiROh1WoBAH/99RdCQkKgUCigUqn4Mc7R0dHIzs52qyBCCCHeSCKRICwsDJ07d8Yrr7wCjUYDxhjEYjEOHz5scz71EkTMDWdLTU1Fly5dMGHCBFy8eBFbtmyBQqGAXC7n08hkMly7dq0+iuQ1qHms4aFZgEl92r17N7Zv346NGzdi6NCh1a7dNamXIGJuOJvBtm3bcPnyZbz66qs4cOAAlEol/55SqURAQEB9FIkQQmqltFyNogrraTQ6z10ErlGjRmjatCmUSiV69eqF9957z679nTbEd/PmzThw4AAAwM/PD0KhEHK5HGKxGPn5+WCM4cSJE3jsscecVSSv48qRRMR1qJOd1IW/vz+++uorcByHzMxM3L171679ndYnMnr0aLz55pvYu3cvtFotUlNTAejHKCcmJkKr1SI6Ohpdu3Z1VpFMOGvEC3XUE3dDyyk3bCkpKcjPz0dCQgI++ugjLF261K79nRZEQkJC8OGHH1bb3q1bN2RlZTmrGIQ4VF1WLiwuUyOQbiiIi2g0I0JQ9wAAD21JREFUGhw9ehQBAQHo3bs3AGDy5MlYsWKFXfNxefzDhkF+EhSVqVxdDJehmo3nod/MsygrNCgts/4ciEbreZN/JCYmQigUorCwEJcuXUJYWBjeeustTJgwwa58PD6IEEIIsV9+fj727dsHlUqF0aNHQywWY9u2bWjXrp1d+Xhe+PRCjrwrVaioc91TUe2EOJPh8QqJRAKdToePPvrI7gACUBAhhJAGLzg4GEFBQbXal5qzCCHECnWlFpXl1tdQZzqJk0rjOJcuXUJCQgIYY/zfBvZM6khBhBBCGqC1a9fyf48ZM6bW+VAQIYSQBqiuy+oaeF2fCM0rRQghzkM1EQcoLle7zYqIhBDHUlVqUFmhtZpGp7N/PRFvQUGEEEJcoLS0FLNnz0Z5eTnEYjHWrFmDJk2a4PTp01i9ejU4jkP//v2rLdTHGEP//v3Rpk0bAPpZP+xZRMrRvK45ixBCPMG+ffsQGRmJTz75BMOHD+enhUpNTcU777yDrKwsnDp1Cv/73/9M9svPz0dUVBS2b9+O7du3uzSAAFQTIYQQh9i/fz927tzJv46Li0NcXJzF9JGRkcjLywMAKBQKiET6y3FWVhZEIhGUSiUUCkW15zdycnJw69YtjB8/Hr6+vpg3bx7atm1bD5/INhRECCHECnWlFqpy6zNB6LQ6xMTEWFxHydxCfYsWLcLJkycxfPhwFBcX45NPPgEAiEQinDlzBnPmzEG7du3QuHFjk/2aNGmCadOmYdiwYTh9+jSSkpKwd+/eOnzCuqEgQggh9czcQn3x8fGYMmUKxowZg9zcXMycOROff/45AH0/x9GjR/Huu+8iIyMDs2bN4vd7+OGHIRTqp+5/7LHHcOvWLTDGwHGc8z6QEeoTIcRL0Vxc7i0gIAD+/v4A9NOOKJVKMMYwduxYFBcXA9AvGS4QmF6mN2zYwNdqcnNz0bJlS5cFEIBqIoQQ4hKvv/46FixYgP/85z/QaDRYvnw5OI7DpEmTMHXqVEgkEjRp0gQpKSkAgEmTJmHTpk2YNm0akpKScOzYMQiFQqxcudKln4OCCCGEWKGq0KCyhoeYa/OcSLNmzfDBBx9U2z548GAMHjy42vaPPvoIgH7W3YyMDLuPV1+oOYsQQkitURAhhBBSa05rziorK0NCQgKKi4shlUqxZs0aNG7cGEeOHEFaWhpatGgBAJg5c6bDJgarK0vTmQT5iVFUy3W1HSFQKqY5wgghbsFpQSQrKwtRUVGIj4/Hvn378P7772PBggXIyclBUlISnnrqKWcVhZAaySUiWiWSAADUleoa+0QYzZ1V/yZOnAitVj+J2V9//YWQkBAA+qcvz58/j61bt6JLly5ITEzkn9w0R+4jRJ+2pg/fKCo19997sJ9c8uBvSxcD4zTW0joynbk0jsjPXyLk/5aKPb+V0lfkmiGLFRqGJjKgXK0D4ANA/51X/S2Mf4dSVfXJ+fwlwmrvG/YxzstfIqy2v7l0VRkfvzbpzJ0vrvrO61OlwtUl8H71EkTMPZ2ZmpqKLl26YMKECbh48SK2bNkCAOjbty8GDx6MsLAwLF68GJmZmRg3bpzFvIN8hXisTUB9FJsQAIYLqdBom9BMOnPbiLvJc3UBGoB6CSLmns402LZtGy5fvoxXX30VX331FUaPHo2AAH1QeOKJJ3D48OH6KBIhhJB64LR2j82bN+PAgQMAAD8/PwiFQjDGMHLkSNy8eRMAkJ2djaioKGcViRBCaqQuV0CtLLb6n07bcPvPnNYnMnr0aLz55pvYu3cvtFotUlNTwXEcUlJSEB8fD19fX7Rr1w4vvPCCs4pECCGkjpwWREJCQvj58o1FR0cjOjraWcUghBDiQB43jIfB+0aQEEKIp/LIubPUnL7YYtZw2yEJIc6hrlBAVaa0moY14D4Rj6uJGDMEE0IIIa7h0UEEoEBCCCGu5PFBBKBAQgghruIVQQSgQEIIqR+aen5O5Msvv0RCQoLJNq1Wi1mzZuG7774z2X716lWMGDHCbD6nT59GbGwsXnjhBWzYsKHW5bGX1wQRQB9IKJgQQjxFSkoK0tPTodPp+G35+fkYN24czp07Z5L2wIEDmD17Nu7du2c2r9TUVLzzzjvIysrCqVOn8L///a9ey27gVUHEgAIJIcQTdO/eHUuWLDHZVlZWhpSUFPTq1ctke2BgIHbs2GExr6ysLISHh0OpVEKhUCAoKKg+ilyN115t1ZyIhgATQupMP8S3xGoaptNg//792LlzJ78tLi4OcXFxACxPSjt8+HCcOnXKZHvHjh3NHmPgwIFWyyASiXDmzBnMmTMH7dq1Q+PGja2mdxSvDSIAPU9CCHGemJgYixPPWpuU1pG6deuGo0eP4t1330VGRgZmzZpV78f0yuasqqivhBDizRhjGDt2LIqLiwEAMpkMAoFzLu8N6spKNRNCiL2EXM1TLQk419yPZ2dn4+eff0Z8fDwmTZqEqVOnQiKRoEmTJkhJSXFKGTjGmEet6/h7Tg7aRLStcz4USAjxfnn519GpU6da73/79m0s23QAGZ+etpimSZAMK14djPGjh4KzIeB4mwbRnGUONXERQmoSHByMfzzcCgEyH4tpxg/tih2Hf2uQAQRowEHEgIIJIcQSjuOQdfR3jBn8iNn3mwTJ0LF1ExzOeNPJJXMfDT6IGBiCCQUUQoixvetmW6yNNPRaCEBBxCwKJoQQA0u1EaqF6FEQsYKCCSEEMF8boVqIHgURG1AwIaRhq1oboVrIA04PIpcvX0aPHj1QWVkJADhz5gxiY2MxZswYp848WRsUTAhpuIxrI1QLecCpQUShUGD16tWQSCT8tsWLFyM9PR07d+7Eb7/9hpycHGcWqVYomBDS8BhqIzOf7021ECNOCyKMMSxcuBBz5syBVCoFoA8qKpUKrVq1AsdxiI6ORnZ2trOKVGcUSAhpWPaum42H2zajWoiRerkKmpuxsmXLlhg+fLjJDJUKhQJyuZx/LZPJcO3aNat5a9RqXLt6xaHlJYR4J0OzuaNwHIeY4YMQM3yQQ/P1ZE6b9mTIkCFo3rw5AH0/SJcuXbB582a88MIL+L//+z8AwNatW6HRaDB58mRnFIkQQkgdOa095ssvv+T/HjRoED766CP4+PhALBYjPz8f4eHhOHHiBOLj451VJEIIIXXk8kb9pUuXIjExEVqtFtHR0ejatauri0QIIcRGHjeLLyGEEPdBDxsSQgipNQoihBBCao2CCCGEkFpzece6O9PpdFiyZAkuXLgAiUSClJQUtG7dmn///7d3fyFN9XEcxz/VTtKfpRQrihJcYUQ0clJJVuI/vBHposskMKjFQJBGg+VqzBkuC0EoKIwKvVgL6i4YXTUyJ0sE0RrChKgUXJDNLM9s/p4L8fD08OSDZ6eO+nxeV8qPyXv45+t2zvmdYDCIQCAAg8GACxcuoLS0VFl78OABPn36BIfDoWvP6OgoXC4X0uk0hBDwer0wmzO/M2QmTYlEAg6HAzMzMzCZTGhpaVEuQNWjZ140GoXD4cCLFy80acmkaWJiAlVVVcjPzwcAVFRU4MyZM7r1fPv2DR6PBx8+fMDMzAzcbjcsFotuPc3NzYjFYgCARCKBTZs2IRgMatJDiyTol0KhkHA6nUIIIfr7+4XNZlPWxsfHRXV1tZBlWSSTSeXj79+/i4sXL4rKykrR2tqqe8+lS5fE8+fPhRBChMNhYbfbdW/y+Xzi6dOnQggh2tvbxf3793XtEUKI0dFRYbPZxNGjRzVryaSpu7tbeL1ezVvU9rS3t4u7d+8KIYR4+/at8v3Tq2deKpUSp06dErFYTLMeWhy+nbWAvr4+HD9+HABw8OBBDA4OKmsDAwMoKCjA2rVrYTQakZubi1gsBlmWcfLkSdhstiXR43Q6UVJSAgBIp9PIyvr1bT7/VJPL5UJNTQ1mZ2cxNjaGLVu26NojyzKuXr0Kj8ejWUemTYODgxgaGsLp06dRX1+P8fFxXXtevnwJSZJw9uxZ3L59W3m8Xj3zurq6UFxcjL1792rWQ4vDIbKAf27LsmbNGvz48UNZMxqNytqGDRvw9etXZGdn49ixY0umZ/PmzZAkCSMjI/D7/bDb7bo3rVq1Cul0GtXV1ejt7YXVatW1x+v1oq6uDtu2bdOsI9Mms9mM+vp6dHV1oaKiAj6fT9eez58/I5lM4t69eygrK4Pf79e1BwBSqRQCgQB3uNAZh8gCNm7ciKmpKeXz2dlZGAyGf12bmpr66Yd9KfVEIhHY7XZcv35d0+MhmTRJkoRnz56hqakJTqd2u6EutkeSJLx+/Rq3bt1CbW0tvnz5goaGBs161DQZjUYUFRXhyJEjAOa2DHrz5o2uPTk5OSgrm9svqrS09KdXC3r0AEBPTw8OHTr023/vaGEcIguwWq0Ih8MA5vb7mj/ICQAWiwV9fX2QZRmTk5OIx+M/rS+VnkgkgubmZnR0dODAgQO/+tJ/tMnj8SASiQCY+89Sy91QF9tjsVgQCoXQ2dmJzs5OZGdno62tTbMeNU35+flobGxEKBQCMPfHcv/+/br2FBYWKiccRKNR7NmzR9ceAHj16hVOnDihWQepwyvWFzB/1sjw8DCEELh27RrC4TByc3NRXl6OYDCIR48eQQiB8+fPo6qqSnnskydPMDIy8lvOzlpMT01NDVKpFEwmEwAgLy8PXq9X16Z4PK4cf1i9ejWuXLmC3bt369bzd8XFxeju7takJZOm9+/fw+VyAQDWrVsHn8+HrVu36tYzMTGBxsZGJBIJGAwG+P1+7Ny5U7ceADh37hwaGhqwb98+TTpIHQ4RIiJSjW9nERGRahwiRESkGocIERGpxiFCRESqcYgQEZFq3ICRlqyWlhYMDQ0hkUhgenoau3btgsFgQGFhIW+jTLRE8BRfWvJ+xzU3RKQNvhKhZaW3txeBQABtbW2orKxEQUEB3r17h6KiIkxOTmJgYAB5eXlobW3F2NgY3G43ZFlGVlYWmpqasH37dr2fAtGKwiFCy9bHjx/x8OFDmEwmHD58GI8fP4bb7UZ5eTmSyST8fj9qa2tRUlKCnp4e3LhxAzdv3tQ7m2hF4RChZSsnJwc7duwAAKxfv17Zz8loNEKWZQwPD+POnTvo6OiAEAKSJOmZS7QicYjQsvVfGzeazWbU1dXBarUiHo8jGo3+oTKi/w8OEVqxnE4nPB4PZFnG9PQ0Ll++rHcS0YrDs7OIiEg1XmxIRESqcYgQEZFqHCJERKQahwgREanGIUJERKpxiBARkWocIkREpNpfVKlDAT6vmWgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ftc.plot_contourplots_of_deltas()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Profiles at the end of the simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:24:59.392299Z",
     "start_time": "2020-07-02T18:24:59.187682Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2b14e0a50>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Fx = ftc.estimate_flux_at_top('CO2g')\n",
    "ftc.custom_plot(ftc.time*365, 1e+3*Fx*1e+4/365/24/60/60,x_lbl='Days, [day]' , y_lbl='$F_{CO_2}$, $[\\mu mol$ $m^{-2}$ $s^{-1}]$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:24:59.396810Z",
     "start_time": "2020-07-02T18:24:59.393656Z"
    },
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [],
   "source": [
    "Fxco2 = 1e+3*Fx*1e+4/365/24/60/60\n",
    "Fxco2nz = (ftc.time*365<7)*Fxco2 + ((ftc.time*365>14) & (ftc.time*365<21))*Fxco2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:24:59.918983Z",
     "start_time": "2020-07-02T18:24:59.398628Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff26042fc90>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AAFhFeAAAAAAAAKwiPAAAAAAAAFYRHgAAAAAAAKsIDwAAAAAAgFWEBwAAAAAAwCrCAwAAAAAAYBXhAQAAAAAAsIrwAAAAAAAAWPV/yOKnNYKS9tcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(5,3), dpi=200)\n",
    "ax2 = ax1.twinx()\n",
    "ax1.plot(ftc.time*365, Fxco2nz, label='$F_{CO_2}$', lw=3)\n",
    "ax2.plot(ftc.time*365, ftc.Temperature.concentration[0, :], 'k', lw=1, label='T at 0 cm')\n",
    "ax2.plot(ftc.time*365, ftc.Temperature.concentration[100, :], ls='-', c=sns.color_palette(\"deep\", 10)[3], lw=2, label='T at 20 cm')\n",
    "# ax1.scatter(NO3_t, NO3, c=sns.color_palette(\"deep\", 10)[0], lw=1)\n",
    "ax2.grid(False)\n",
    "ax1.grid(lw=0.2)\n",
    "ax2.set_ylim(-20, 20)\n",
    "ax1.set_xlim(0, 27)\n",
    "ax1.set_xlabel('Time, [days]')\n",
    "ax1.set_ylabel('$CO_2(g)$ flux, $[\\mu mol$ $m^{-2}$ $s^{-1}]$')\n",
    "ax2.set_ylabel('Temperature, [C]')\n",
    "ax1.set_ylim(0, 20)\n",
    "ax1.legend(frameon=1, loc=2)\n",
    "ax2.legend(frameon=1, loc=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:25:00.271198Z",
     "start_time": "2020-07-02T18:24:59.920341Z"
    },
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Fe2, [mM]')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "from matplotlib.colors import ListedColormap\n",
    "lab = ftc\n",
    "element = 'Fe2'\n",
    "labels=False\n",
    "days=False\n",
    "last_year=False\n",
    "plt.figure(figsize=(5,3), dpi=200)\n",
    "# plt.title('$Fe(II)$ concentration')\n",
    "resoluion = 100\n",
    "n = math.ceil(lab.time.size / resoluion)\n",
    "if last_year:\n",
    "    k = n - int(1 / lab.dt)\n",
    "else:\n",
    "    k = 1\n",
    "if days:\n",
    "    X, Y = np.meshgrid(lab.time[k::n] * 365, -lab.x)\n",
    "    plt.xlabel('Time')\n",
    "else:\n",
    "    X, Y = np.meshgrid(lab.time[k::n] * 365, -lab.x)\n",
    "    plt.xlabel('Time, [days]')\n",
    "z = lab.species[element]['concentration'][:, k - 1:-1:n]\n",
    "CS = plt.contourf(X, Y, z, 51, cmap=ListedColormap(\n",
    "    sns.color_palette(\"Blues\", 51)), origin='lower')\n",
    "if labels:\n",
    "    plt.clabel(CS, inline=1, fontsize=10, colors='w')\n",
    "cbar = plt.colorbar(CS)\n",
    "plt.ylabel('Depth, [cm]')\n",
    "ax = plt.gca()\n",
    "ax.ticklabel_format(useOffset=False)\n",
    "cbar.ax.set_ylabel('%s, [mM]' % element)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:25:00.596167Z",
     "start_time": "2020-07-02T18:25:00.272704Z"
    },
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Rate R2, [$mM$ $d^{-1}$]')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,3), dpi=200)\n",
    "r='R2'\n",
    "n = math.ceil(lab.time.size / resoluion)\n",
    "if last_year:\n",
    "    k = n - int(1 / lab.dt)\n",
    "else:\n",
    "    k = 1\n",
    "z = lab.estimated_rates[r][:, k - 1:-1:n]\n",
    "# lim = np.max(np.abs(z))\n",
    "# lim = np.linspace(-lim - 0.1, +lim + 0.1, 51)\n",
    "X, Y = np.meshgrid(lab.time[k::n], -lab.x)\n",
    "plt.xlabel('Time, [days]')\n",
    "CS = plt.contourf(X*365, Y, z/365, 20, cmap=ListedColormap(\n",
    "    sns.color_palette(\"Blues\", 51)))\n",
    "if labels:\n",
    "    plt.clabel(CS, inline=1, fontsize=10, colors='w')\n",
    "cbar = plt.colorbar(CS)\n",
    "plt.ylabel('Depth, [cm]')\n",
    "ax = plt.gca()\n",
    "ax.ticklabel_format(useOffset=False)\n",
    "cbar.ax.set_ylabel(r'Rate R2, [$mM$ $d^{-1}$]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-02T18:25:00.977462Z",
     "start_time": "2020-07-02T18:25:00.597528Z"
    },
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$\\\\Delta$ $Fe(OH)_3$ [$mM$ $d^{-1}$]')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,3),dpi=200)\n",
    "element='FeOH3'\n",
    "resoluion = 100\n",
    "n = math.ceil(lab.time.size / resoluion)\n",
    "if last_year:\n",
    "    k = n - int(1 / lab.dt)\n",
    "else:\n",
    "    k = 1\n",
    "z = lab.species[element]['rates'][:, k - 1:-1:n]/365\n",
    "lim = np.max(np.abs(z))\n",
    "lim = np.linspace(-lim, +lim, 51)\n",
    "X, Y = np.meshgrid(lab.time[k:-1:n], -lab.x)\n",
    "plt.xlabel('Time, [days]')\n",
    "CS = plt.contourf(X*365, Y, z, 20, cmap=ListedColormap(sns.color_palette(\n",
    "    \"RdBu_r\", 101)), origin='lower', levels=lim, extend='both')\n",
    "if labels:\n",
    "    plt.clabel(CS, inline=1, fontsize=10, colors='w')\n",
    "cbar = plt.colorbar(CS)\n",
    "plt.ylabel('Depth, [cm]')\n",
    "ax = plt.gca()\n",
    "ax.ticklabel_format(useOffset=False)\n",
    "cbar.ax.set_ylabel('$\\Delta$ $Fe(OH)_3$ [$mM$ $d^{-1}$]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "inputHidden": false,
    "outputHidden": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernel_info": {
   "name": "python3"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "nteract": {
   "version": "0.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
